{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "import glob\n",
    "\n",
    "from scipy.stats import describe\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_files = glob.glob(\"../../Large_output/good_submission/*.csv\") \n",
    "scores = np.zeros(len(all_files))\n",
    "for i in range(len(all_files)):\n",
    "    scores[i] = float('.'+all_files[i].split(\".\")[5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['../../Large_output/good_submission/cat_1.074.csv',\n",
       " '../../Large_output/good_submission/xgb_new_noM_1.084.csv',\n",
       " '../../Large_output/good_submission/lgb3_1.089.csv',\n",
       " '../../Large_output/good_submission/lgb3_1.082.csv',\n",
       " '../../Large_output/good_submission/nn_clean_1.100.csv',\n",
       " '../../Large_output/good_submission/cat_clean_1.082.csv',\n",
       " '../../Large_output/good_submission/xgb_bayes_clean_1.114.csv',\n",
       " '../../Large_output/good_submission/lgbm_site0_1.074.csv',\n",
       " '../../Large_output/good_submission/xgb_new_csv_month_1.087.csv',\n",
       " '../../Large_output/good_submission/lgb3_1.086.csv',\n",
       " '../../Large_output/good_submission/lgb3_no_site0_1.084.csv',\n",
       " '../../Large_output/good_submission/lgb3_1.081.csv',\n",
       " '../../Large_output/good_submission/lgb5_reclean_1.078.csv']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.074, 0.084, 0.089, 0.082, 0.1  , 0.082, 0.114, 0.074, 0.087,\n",
       "       0.086, 0.084, 0.081, 0.078])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 0.074 ../../Large_output/good_submission/cat_1.074.csv\n",
      "1 0.074 ../../Large_output/good_submission/lgbm_site0_1.074.csv\n",
      "2 0.078 ../../Large_output/good_submission/lgb5_reclean_1.078.csv\n",
      "3 0.081 ../../Large_output/good_submission/lgb3_1.081.csv\n",
      "4 0.082 ../../Large_output/good_submission/lgb3_1.082.csv\n",
      "5 0.082 ../../Large_output/good_submission/cat_clean_1.082.csv\n",
      "6 0.084 ../../Large_output/good_submission/xgb_new_noM_1.084.csv\n",
      "7 0.084 ../../Large_output/good_submission/lgb3_no_site0_1.084.csv\n",
      "8 0.086 ../../Large_output/good_submission/lgb3_1.086.csv\n",
      "9 0.087 ../../Large_output/good_submission/xgb_new_csv_month_1.087.csv\n",
      "10 0.089 ../../Large_output/good_submission/lgb3_1.089.csv\n",
      "11 0.1 ../../Large_output/good_submission/nn_clean_1.100.csv\n",
      "12 0.114 ../../Large_output/good_submission/xgb_bayes_clean_1.114.csv\n"
     ]
    }
   ],
   "source": [
    "top = scores.argsort()\n",
    "for i, f in enumerate(top):\n",
    "    print(i,scores[f],all_files[f])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "outs = [pd.read_csv(all_files[f], index_col=0) for f in top]\n",
    "concat_sub = pd.concat(outs, axis=1)\n",
    "cols = list(map(lambda x: \"m\" + str(x), range(len(concat_sub.columns))))\n",
    "concat_sub.columns = cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# check correlation\n",
    "corr = concat_sub.corr()\n",
    "mask = np.zeros_like(corr, dtype=np.bool)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "# Set up the matplotlib figure\n",
    "f, ax = plt.subplots(figsize=(len(cols)+2, len(cols)+2))\n",
    "\n",
    "# Draw the heatmap with the mask and correct aspect ratio\n",
    "_ = sns.heatmap(corr,mask=mask,cmap='prism',center=0, linewidths=1,\n",
    "                annot=True,fmt='.4f', cbar_kws={\"shrink\":.2})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
